Solar Lattice

Concept

Expected energy model

ID
concept:expected-energy-model
IRI
https://solarlattice.org/kb/concept/expected-energy-model
Status
active
Also known as
modeled energy, PV performance model, expected production, Expected AC Energy, PV model, Expected Yield, Modeled AC Energy
Category
Monitoring
Concept kind
technology

An expected energy model works out how much energy or power a PV system should produce under the weather actually measured on site, such as irradiance and module temperature. The model first finds the effective plane-of-array irradiance, applies shading corrections, and then calculates the DC power available from the modules. Next it applies DC-side losses (age, derate, wiring, LID and mismatch), then inverter conversion losses and clipping, and finally a scaling factor for losses it does not model explicitly, such as AC wiring and transformer losses. Expected energy includes the design losses built into the model, such as shading and inverter efficiency, but it leaves out soiling, snow, curtailment and downtime, so those losses show up as gaps against measured energy. Expected energy is not the same as estimated energy: estimates are monthly budget values based on long-term averages and do not depend on measurements. Dividing measured energy by expected energy gives the energy ratio or performance index, which should be close to one for a healthy system. A simpler option is a regression equation in irradiance and temperature, fitted to measured data and used for commissioning and long-term O&M baselines. Results are only as accurate as the tuning of the model and the quality of the irradiance and temperature data feeding it.

<!-- review notes

Claims

related_to

c1 drafted · lead Expected energy ratio

The energy ratio divides measured energy by expected energy and should be 1.0 for a system operating normally.

c2 drafted · lead Insolation-adjusted expected energy ratio

IEER uses expected AC energy (Ee) and adjusts it by the ratio of measured to expected insolation.

c3 drafted · lead Performance index

Performance index is measured energy divided by modeled energy.

review note: support check: partial - Performance Index is Measured/Modeled energy per passage, but the link to the expected energy model is only via 'modeled energy may refer to expected energy'; the waterfall article even states it inversely.

c4 drafted · lead Energy loss waterfall

The waterfall connects estimated energy to expected energy, then expected energy to measured energy.

review note: support check: partial - Waterfall shows Estimated→Expected and Expected→Measured, but the relation to the expected energy model is implicit.

c5 verified · fact Plane-of-array irradiance

The model's first step is to work out the effective POA irradiance.

verified by: review-workflowverified on: 2026-10-24

c6 verified · fact Irradiance transposition

Transposition is needed when the sensor is not mounted in the same orientation as the array.

verified by: review-workflowverified on: 2026-10-24

c7 drafted · lead Clear-sky irradiance model

review note: support check: partial - Passages define the clear-sky model and mention blue-sky expected output in the PV system model, but do not clearly state a relation to the expected energy model.

c8 drafted · lead Typical meteorological year

In the IEER formula, the long-term expected energy and expected insolation are based on TMY data.

c9 drafted · lead AlsoEnergy PowerTrack platform and API

c10 verified · fact PVsyst

A shading map generated in PVsyst can be uploaded, and the inter-row shading uses the same parameters as the PVsyst Sheds model.

verified by: review-workflowverified on: 2026-10-24

c11 drafted · lead Energy ratio analysis

degradation_rate

c12 drafted · lead nominal 0.5 PERCENT-PER-YR

Conditions: Commonly used default PV system degradation value in the PowerTrack expected energy model; annual compound percentage is the default mode

Referenced by

Data